Deep reinforcement learning with communication transformer for adaptive live streaming in wireless edge networks
The emerging mobile edge computing (MEC) technology has been recently applied to
improve the Quality of Experience (QoE) of network services, such as live video streaming …
improve the Quality of Experience (QoE) of network services, such as live video streaming …
Catching the Moment With LoL in Twitch-Like Low-Latency Live Streaming Platforms
A Bentaleb, MN Akcay, M Lim… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Our earlier Low-on-Latency (dubbed as LoL) solution offered an accurate bandwidth
prediction and rate adaptation algorithm tailored for live streaming applications that targeted …
prediction and rate adaptation algorithm tailored for live streaming applications that targeted …
Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming
Increasing bandwidth demands of mobile video streaming pose a challenge in optimizing
the Quality of Experience (QoE) for better user engagement. Multipath transmission …
the Quality of Experience (QoE) for better user engagement. Multipath transmission …
Tcp-neuroc: Neural adaptive tcp congestion control with online changepoint detection
W Li, S Gao, X Li, Y Xu, S Lu - IEEE Journal on Selected Areas …, 2021 - ieeexplore.ieee.org
Congestion control is a fundamental mechanism for TCP protocol, which has been
extensively studied in the past three decades. However, our experimental evaluations show …
extensively studied in the past three decades. However, our experimental evaluations show …
Enabling robust DRL-driven networking systems via teacher-student learning
Y Zheng, L Lin, T Zhang, H Chen… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
The past few years have witnessed a surge of interest towards deep reinforcement learning
(DRL) in computer networks. With extraordinary ability of feature extraction, DRL has the …
(DRL) in computer networks. With extraordinary ability of feature extraction, DRL has the …
EdAR: An experience-driven multipath scheduler for seamless handoff in mobile networks
Multipath TCP (MPTCP) improves the bandwidth utilization in wireless network scenarios,
since it can simultaneously utilize multiple interfaces for data transmission. However, with …
since it can simultaneously utilize multiple interfaces for data transmission. However, with …
RAV: Learning-based adaptive streaming to coordinate the audio and video bitrate selections
Most commercial players adopt adaptive bitrate (ABR) algorithms to dynamically decide
each chunk's bitrate based on the perceived network bandwidth and buffer occupancy …
each chunk's bitrate based on the perceived network bandwidth and buffer occupancy …
Sja: Server-driven joint adaptation of loss and bitrate for multi-party realtime video streaming
The outbreak of COVID-19 has dramatically promoted the explosive proliferation of multi-
party realtime video streaming (MRVS) services, represented by Zoom and Microsoft Teams …
party realtime video streaming (MRVS) services, represented by Zoom and Microsoft Teams …
Human-Cyber-Physical Ubiquitous Intelligent Communication: System Architecture, Key Technologies, and Challenges
The ternary-integration of human-cyber-physical (HCP) has the potential to enable
beneficial applications. Intelligent communication is the key technology to ensure a deep …
beneficial applications. Intelligent communication is the key technology to ensure a deep …
Delay-sensitive and power-efficient quality control of dynamic video streaming using adaptive super-resolution
In a decade, the adaptive quality control of video streaming and the super-resolution (SR)
technique have been deeply explored. As edge devices improved to have exceptional …
technique have been deeply explored. As edge devices improved to have exceptional …